This gap-filled Tasseled Cap Wetness (TCW) dataset was created by applying the tasseled-cap equations defined in Lobser and Cohen (2007) to MODIS BRDF-corrected imagery (MCD43B4). This dataset contains annual change information of global impervious surface area from 1985 to 2018 at a 30m resolution. Landsat scenes with the highest available data quality are placed into Tier 1 and are considered suitable for time-series processing analysis. It covers areas where oil palm plantations were detected. CHIRPS incorporates 0.05° resolution satellite imagery with in-situ station data to create gridded rainfall time series for trend analysis and seasonal drought monitoring. The provider has released a schedule for the reprocessing of entire backlog. The NDVI is referred to as the continuity index to the existing National Oceanic and Atmospheric Administration-Advanced Very High Resolution Radiometer (NOAA-AVHRR) derived NDVI. Tier 1 includes Level-1 Precision Terrain (L1TP) processed data that ... Landsat 2 MSS Collection 1 Tier 2 DN values, representing scaled, calibrated at-sensor radiance. Near-IR band and a second IR band, ≈1.24μm when available and the Near-IR, Mid-IR (2215 nm), and Thermal bands, and has a range from The BLM AIM data archive is ... Penman-Monteith-Leuning Evapotranspiration V2 (PML_V2) products include evapotranspiration (ET), its three components, and gross primary product (GPP) at 500m and 8-day resolution during 2002-2017 and with spatial range from -60°S to 90°N. This includes Systematic terrain (L1GT) and Systematic (L1GS) processed scenes, as well as any L1TP scenes that do ... Landsat 3 MSS Collection 1 Tier 1 DN values, representing scaled, calibrated at-sensor radiance. It offers a suite of geo-referenced datasets (vector and raster) at various scales, including river networks, watershed boundaries, drainage directions, and flow accumulations. Datasets tagged history in Earth Engine JRC Monthly Water History, v1.2 This dataset contains maps of the location and temporal distribution of surface water from 1984 to 2019 and provides statistics on the extent and change of those water surfaces. The temperature value is derived from the MOD11_L2 swath product. The United States Census Bureau TIGER dataset contains the 2018 boundaries for the primary governmental divisions of the United States. We found that Terra-i and GLAD were more frequently used. See Holden et al. Generate the input imagery. The RESOLVE Ecoregions dataset, updated in 2017, offers a depiction of the 846 terrestrial ecoregions that represent our living planet. This dataset is the atmospherically corrected surface reflectance from the Landsat 5 ETM sensor. (2009) for details on the TOA computation. Key changes include: 1. It provides both directional hemispherical reflectance (black sky albedo) and bihemispherical reflectance (white sky … ... Landsat 4 TM Collection 1 Tier 1 calibrated top-of-atmosphere (TOA) reflectance. Landsat scenes with the highest available data quality are placed into Tier 1 and are considered suitable for time-series processing analysis. Google Earth Engine (GEE) is a platform for cloud-based geospatial applications with tons of data from satellites, including the ones from the famous Landsat program to several climate datasets. For this purpose, over 2,500 Sentinel-1 and over 11,000 Sentinel-2 images were processed to produce a single mosaic dataset for the year 2017. The FLDAS dataset (McNally et al. The value of each pixel represents the average daily actual evaporation for that specific dekad. The GFSAD is a NASA-funded project to provide high-resolution global cropland data and their water use that contributes towards global food security in the twenty-first century. For example, a watershed with some properties such as name, area, is a feature. The TROPOMI/S5P cloud properties retrieval is based on the OCRA and ROCINN algorithms currently being used in the operational GOME and GOME-2 products. The MCD43A3 V6 Albedo Model dataset is a daily 16-day product. The MCD43A4 V6 Nadir Bidirectional Reflectance Distribution Function Adjusted Reflectance (NBAR) product provides 500 meter reflectance data of the MODIS "land" bands 1-7. Create a training/testing dataset (in a TFRecord format) using Earth Engine. See Chander et al. Predicted USDA soil great groups at 250 m (probabilities). From the GLS 2000 epoch, 3,650,723 km2 of inland water were identified, around three quarters of which were in North America and Asia. The index increases for each day without rain (the amount of increase depends on the daily high temperature) and decreases when it rains. Landsat scenes with the highest available data quality are placed into Tier 1 and are considered suitable for time-series processing analysis. Earth Engine Data Catalog. Predicted USDA soil great group probablities at 250m Distribution of the USDA soil great groups based on machine learning predictions from global compilation of soil profiles. The global Human Modification dataset (gHM) provides a cumulative measure of human modification of terrestrial lands globally at 1 square-kilometer resolution. (2009) for details on the TOA computation. This dataset represents above- and below-ground terrestrial carbon storage (tonnes (t) of C per hectare (ha)) for circa 2010. This includes Systematic terrain (L1GT) and Systematic (L1GS) processed scenes, as well as any L1TP scenes that do not ... Landsat 8 Collection 1 Tier 2 calibrated top-of-atmosphere (TOA) reflectance. Training and Test a simple Vanilla Deep Neural Network using tensorflow 2.0. Use the model to make predictions. The NDVI is referred to as the continuity index to the existing National Oceanic and Atmospheric Administration-Advanced Very High Resolution Radiometer (NOAA-AVHRR) derived NDVI. The value of each pixel represents the average daily ETIa in a given dekad. The difference between observed and ... OFFL/L3_AER_LH This dataset provides offline high-resolution imagery of the UV Aerosol Index (UVAI), also called the Absorbing Layer Height (ALH). The NOAA 1/4 degree daily Optimum Interpolation Sea Surface Temperature (OISST) provides complete ocean temperature fields constructed by combining bias-adjusted observations from different platforms (satellite, ships, buoys) on a regular global grid, with gaps filled in by interpolation. Scenes not meeting Tier 1 criteria during processing are assigned to Tier 2. See Riggs et al. The algorithm chooses the "best" pixel available from all the acquisitions of the Terra sensor from within the 8-day period. The Ocean Heat Fluxes dataset is part of the NOAA Ocean Surface Bundle (OSB) and provides a high quality Climate Data Record (CDR) of the air/ocean heat fluxes over ice-free oceans. ... Landsat 5 TM Collection 1 Tier 1 calibrated top-of-atmosphere (TOA) reflectance. The actual evapotranspiration and interception (ETIa) (dekadal, in mm/day) is the sum of the soil evaporation (E), canopy transpiration (T), and evaporation from rainfall intercepted by leaves (I). Fishing vessel presence, measured in hours per square km. Calibration coefficients are extracted from the image metadata. It contains two elevation bands: ice_surface and bedrock. Scenes not meeting Tier 1 criteria during processing are assigned to Tier 2. Scenes not meeting Tier 1 criteria during processing are assigned to Tier 2. The Sentinel-2 mission collects high-resolution multispectral imagery useful for a broad range of applications, including monitoring of vegetation, soil and water cover, land cover change, as … The use of Landsat 8 OLI data for 2013 onward, 2. The MOD44W V6 land/water mask 250m product is derived using a decision tree classifier trained with MODIS data and validated with the MOD44W V5 product. Antartica is not included. However, aerosols and clouds can be difficult to distinguish, and ALH is computed for all FRESCO effective ... NRTI/L3_CLOUD This dataset provides near real-time high-resolution imagery of cloud parameters. This level 3 product includes ocean color and satellite ocean biology data produced or collected under EOSDIS. Combined with the ability for users to upload other datasets and the massive compute of Google Cloud, Google Earth Engine has democratised big spatial data analytics. The Normalized Difference Water Index (NDWI) is sensitive to changes Evapotranspiration (ET) is the sum of evaporation and plant transpiration from the Earth's surface to the atmosphere. Annual NPP is derived from the sum of all 8-day Net Photosynthesis (PSN) products (MOD17A2H) from the given year. (2011) for details. Then, an object-based Random ... LANDFIRE (LF), Landscape Fire and Resource Management Planning Tools, is a shared program between the wildland fire management programs of the U.S. Department of Agriculture's Forest Service, U.S. Department of the Interior's Geological Survey, and The Nature Conservancy. The AVNIR-2 ORI product was created from AVNIR-2 1B1 data after stereo matching with reference to ALOS's Panchromatic Remote-sensing ... ALOS World 3D - 30m (AW3D30) is a global digital surface model (DSM) dataset with a horizontal resolution of approximately 30 meters (1 arcsec mesh). Along with the fire mask, an associated quality information layer is also provided. Monthly average radiance composite images using nighttime data from the Visible Infrared Imaging Radiometer Suite (VIIRS) Day/Night Band (DNB). Landsat scenes with the highest available data quality are placed into Tier 1 and are considered suitable for time-series processing analysis. It is based on the 30m SRTM DEM (available in EE as USGS/SRTMGL1_003). The MOD14A2 V6 dataset provides 8-day fire mask composites at 1km resolution. ... Landsat 7 Collection 1 Tier 1 calibrated top-of-atmosphere (TOA) reflectance. OCRA retrieves the cloud fraction using measurements in the UV/VIS spectral ... NRTI/L3_CO This dataset provides near real-time high-resolution imagery of CO concentrations. removed. The bioclimatic variables represent annual trends (e.g., mean annual temperature, annual precipitation), seasonality (e.g., annual range in temperature and precipitation), and extreme ... WorldClim version 1 has average monthly global climate data for minimum, mean, and maximum temperature and for precipitation. GPP is the amount of carbon captured by plants in an ecosystem and is an essential component in the calculations of Net Primary Production (NPP). Antartica is not included. The MYD11A1 V6 product provides daily land surface temperature (LST) and emissivity values in a 1200 x 1200 kilometer grid. CHILI is a surrogate for effects of insolation and topographic shading on evapotranspiration represented by calculating insolation at early afternoon, sun altitude equivalent to equinox. ImageCollection (collection) ## Filter by time range and location collection_time = collection. It contains all the quality information for the corresponding 16-day MCD43A3 Albedo and the MCD43A4 Nadir-BRDF (NBAR) products. A newer version JAXA/GCOM-C/L3/LAND/LAI/V2 is also available for this dataset which uses this algorithm for processing. This data from Planet labs Inc. SkySat satellites was collected for the experimental "Skybox for Good Beta" program in 2015, as well as for various crisis response events and a few other projects. Useful government datasets are now available in Google Earth Engine . The MOD16A2 Version 6 Evapotranspiration/Latent Heat Flux product is an 8-day composite product produced at 500 meter pixel resolution. Basically, we work with: features which are geometric objects with a list of properties. Non-Methane Volatile Organic Compounds (NMVOCs) are, together with NOx, CO and CH4, ... NRTI/L3_NO2 This dataset provides near real-time high-resolution imagery of NO2 concentrations. It shows LCMS-modeled change, land cover, and/or land use classes for each year. This product is the concentration of the photosynthetic pigment (chlorophyll-a) in phytoplankton in the sea surface layer. The NOAA Climate Data Record (CDR) of AVHRR Surface Reflectance contains gridded daily surface reflectance and brightness temperatures derived from the Advanced Very High Resolution Radiometer (AVHRR) sensors onboard seven NOAA polar orbiting satellites. Landsat scenes with the highest available data quality are placed into Tier 1 and are considered suitable for time-series processing analysis. This dataset is a digital elevation model (DEM) of the Antarctic ice sheet and ice shelves based on observations recorded by the CryoSat-2 satellite radar altimeter between July 2010 and July 2016. In certain urban areas, it is a major atmospheric pollutant. The MODIS Surface Reflectance products provide an estimate of the surface spectral reflectance as it would be measured at ground level in the absence of atmospheric scattering or absorption. It plays a role in chemistry on a local and global scale and its impact ranges from short-term ... OFFL/L3_AER_AI This dataset provides offline high-resolution imagery of the UV Aerosol Index (UVAI), also called the Absorbing Aerosol Index (AAI). Note that it takes the model a couple minutes to spin up and make predictions. The Burn Area Index (BAI) is generated from the Red and Near-IR bands, The Global Multi-resolution Terrain Elevation Data 2010 (GMTED2010) dataset contains elevation data for the globe collected from various sources. ERA5-Land has been produced by replaying the land component of the ECMWF ERA5 climate reanalysis. Methane (CH4) is, after carbon dioxide (CO2), the most important contributor to the anthropogenically enhanced greenhouse effect. The United States Census Bureau TIGER dataset contains the 2016 boundaries for primary legal divisions of US states. MERIT DEM a high accuracy global DEM at 3 arc second resolution (~90 m at the equator) produced by eliminating major error components from existing DEMs (NASA SRTM3 DEM, JAXA AW3D DEM, Viewfinder Panoramas DEM). This dataset contains maps of the location and temporal distribution of surface water from 1984 to 2019 and provides statistics on the extent and change of those water surfaces. The United States Census Bureau TIGER dataset contains the 2018 boundaries for primary legal divisions of US states. It was generated from LIDAR data taken in the spring between 2007 and 2012. This dataset contains the 2010 census blocks, roughly equivalent to a city block. Global Precipitation Measurement (GPM) is an international satellite mission to provide next-generation observations of rain and snow worldwide every three hours. The MCD64A1 burned-area mapping approach employs 500m MODIS Surface Reflectance imagery coupled with 1km MODIS active fire observations. Instead of calculating the GI on the fly in this code, Jill pre-computed the index, exported the raster and is calling the pre-made raster. This dataset is the atmospherically corrected surface reflectance from the Landsat 4 ETM sensor. The latest version of the GIMMS NDVI dataset is named NDVI3g (third generation GIMMS NDVI from AVHRR sensors). In certain urban areas, it is a major atmospheric pollutant. Tier 1 includes Level-1 Precision Terrain (L1TP) ... Landsat 8 Collection 1 Tier 2 OLI DN values, representing scaled, calibrated at-sensor radiance. Hurricane best track database (HURDAT2). The mTPI distinguishes ridge from valley forms. It was calculated using the Shannon diversity index at multiple-scales (km): 115.8, 89.9, 35.5, 13.1, 5.6, 2.8, and 1.2. (2009) for details on the TOA computation. The MYD14A2 V6 dataset provides 8-day fire mask composites at 1km resolution. Calibration coefficients are extracted from the image metadata. Earth continuously from 1972 through the present day. This is an ongoing dataset with a latency of 3-4 days, with only 2020 data currently available. Landsat scenes with the highest available data quality are placed into Tier 1 and are considered suitable for time-series processing analysis. Practices like this can help speed up your code. Reanalysis combines model data with ... Hyperion is a high resolution hyperspectral imager producing 220 unique spectral channels ranging from 0.357 to 2.576 micrometers with a 10-nm bandwidth. It is derived using supervised classifications of MODIS Terra and Aqua reflectance data. These images contain 4 visible and near-infrared (VNIR) bands and 2 short-wave infrared (SWIR) bands processed to orthorectified surface reflectance, and one thermal infrared (TIR) band processed to orthorectified brightness temperature. The NOAA Climate Data Record (CDR) of AVHRR Normalized Difference Vegetation Index (NDVI) contains gridded daily NDVI derived from the NOAA AVHRR Surface Reflectance product. Global Land Ice Measurements from Space (GLIMS) is an international initiative with the goal of repeatedly surveying the world's estimated 200,000 glaciers. Global high-resolution, contemporary data on human population distributions are a prerequisite for the accurate measurement of the impacts of population growth, for monitoring changes, and for planning interventions. Along with the two reflectance bands, a quality layer is also included. The aboveground biomass map integrates land-cover specific, remotely sensed maps of woody, grassland, cropland, and tundra biomass. The Earth Engine Data Catalog has continued to grow over this past year to over 35 petabytes containing over 700 datasets. Formaldehyde is an intermediate gas in almost all oxidation chains of non-methane volatile organic compounds (NMVOC), leading eventually to CO2.
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